hopeful - Story 64618 | Emotion Vectors in Gemma4-31B

The decorations were beautiful, the cake exquisite. The party was finally in full swing, and Emily felt her lips twitch into a smile. She could see her mother dancing, her arms raised, and a lightness ran through her. This day was special.

She made her way to the podium, her heart beating a happy rhythm. She didn't feel nervous. She was simply ready.

Her voice, when she began, was steady and sure. She shared stories of her mother's warmth, her patience, and her endless capacity for love. The room responded with warmth and applause.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386